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@ -5,7 +5,7 @@ # AFlow: Automating Agentic Workflow Generation
[Read our paper on arXiv](https://arxiv.org/abs/2410.10762)
<p align="center">
<a href=""><img src="../../docs/resources/AFLOW-performance.png" alt="Performance Of AFLOW" title="Performance of AFlow<sub>1</sub>"></a>
<a href=""><img src="../../docs/resources/AFLOW-performance.j p g" alt="Performance Of AFLOW" title="Performance of AFlow<sub>1</sub>"></a>
</p>
## Framework Components
@ -17,7 +17,7 @@ ## Framework Components
- **Evaluator**: Assesses workflow performance on given tasks. Provides feedback to guide the optimization process towards more effective workflows. See `metagpt/ext/aflow/scripts/evaluator.py` for details.
<p align="center">
<a href=""><img src="../../docs/resources/AFLOW-method.png" alt="Performance Of AFLOW" title="Framework of AFlow<sub>1</sub>"></a>
<a href=""><img src="../../docs/resources/AFLOW-method.jpg" alt="Performance Of AFLOW" title="Framework of AFlow<sub>1</sub>"></a>
</p>
## Datasets
@ -26,7 +26,7 @@ ### Experimental Datasets
We conducted experiments on six datasets (HumanEval, MBPP, GSM8K, MATH, HotpotQA, DROP) and provide their evaluation code. The data can be found in this [datasets](https://drive.google.com/uc?export=download&id=1DNoegtZiUhWtvkd2xoIuElmIi4ah7k8e) link, or you can download them using `metagpt/ext/aflow/data/download_data.py`
<p align="center">
<a href=""><img src="../../docs/resources/AFLOW-experiment.png" alt="Performance Of AFLOW" title="Comparison bewteen AFlow and other methods <sub>1</sub>"></a>
<a href=""><img src="../../docs/resources/AFLOW-experiment.jpg" alt="Performance Of AFLOW" title="Comparison bewteen AFlow and other methods <sub>1</sub>"></a>
</p>
### Custom Datasets